{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "86c7c89b",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1.2.89\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import tushare as ts\n",
    "import json\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "print(ts.__version__)\n",
    "pro = ts.pro_api('ea3263c5424f08c3e04d605af9458cfc349613d5b7c27e99994eb396')\n",
    "\n",
    "holdings={\n",
    "    \"格力电器\":\"000651.sz\",\n",
    "    \"伊利股份\":\"600887.sh\",\n",
    "    \"中国银行\":\"601988.sh\",\n",
    "    \"光大银行\":\"601818.sh\",\n",
    "    \"万科A\":\"000002.sz\",\n",
    "    \"东方财富\":\"300059.sz\",\n",
    "    \"乐普医疗\":\"300003.sz\",\n",
    "    \"奕东电子\":\"301123.sz\"\n",
    "}\n",
    "#多个股票\n",
    "#df = pro.daily(ts_code='000001.SZ,600000.SH', start_date='20180701', end_date='20180718')\n",
    "def get_daily_data(ts_code, start, end):\n",
    "    return pro.daily(ts_code=ts_code, start_date=start, end_date=end)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "4ff837f6",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "start='20220101'\n",
    "end='20220429'\n",
    "def output_to_excel():\n",
    "    writer=pd.ExcelWriter('holdings.xlsx', mode='a')\n",
    "    for k in holdings.keys():\n",
    "        print(k)\n",
    "        df=get_daily_data(holdings[k], start, end)\n",
    "        df.to_excel(writer,sheet_name=k,index=False)\n",
    "    writer.save()\n",
    "#df=get_daily_data(\"格力电器\", start, end)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "1868b112",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "000651.sz,600887.sh,601988.sh,601818.sh,000002.sz,300059.sz,300003.sz,301123.sz\n"
     ]
    }
   ],
   "source": [
    "ts_code=\",\".join(holdings.values())\n",
    "print(ts_code)\n",
    "df=get_daily_data(ts_code,start,end)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "id": "e3801268",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ts_code</th>\n",
       "      <th>trade_date</th>\n",
       "      <th>open</th>\n",
       "      <th>high</th>\n",
       "      <th>low</th>\n",
       "      <th>close</th>\n",
       "      <th>pre_close</th>\n",
       "      <th>change</th>\n",
       "      <th>pct_chg</th>\n",
       "      <th>vol</th>\n",
       "      <th>amount</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>000002.SZ</td>\n",
       "      <td>20220429</td>\n",
       "      <td>18.75</td>\n",
       "      <td>19.77</td>\n",
       "      <td>18.39</td>\n",
       "      <td>19.38</td>\n",
       "      <td>18.70</td>\n",
       "      <td>0.68</td>\n",
       "      <td>3.6364</td>\n",
       "      <td>1917457.47</td>\n",
       "      <td>3.665755e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>000651.SZ</td>\n",
       "      <td>20220429</td>\n",
       "      <td>30.36</td>\n",
       "      <td>31.33</td>\n",
       "      <td>30.30</td>\n",
       "      <td>31.21</td>\n",
       "      <td>30.31</td>\n",
       "      <td>0.90</td>\n",
       "      <td>2.9693</td>\n",
       "      <td>420627.22</td>\n",
       "      <td>1.299788e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>300003.SZ</td>\n",
       "      <td>20220429</td>\n",
       "      <td>16.38</td>\n",
       "      <td>17.15</td>\n",
       "      <td>16.30</td>\n",
       "      <td>17.06</td>\n",
       "      <td>16.06</td>\n",
       "      <td>1.00</td>\n",
       "      <td>6.2267</td>\n",
       "      <td>241056.49</td>\n",
       "      <td>4.058629e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>300059.SZ</td>\n",
       "      <td>20220429</td>\n",
       "      <td>21.65</td>\n",
       "      <td>23.04</td>\n",
       "      <td>21.10</td>\n",
       "      <td>22.78</td>\n",
       "      <td>21.05</td>\n",
       "      <td>1.73</td>\n",
       "      <td>8.2185</td>\n",
       "      <td>5044525.77</td>\n",
       "      <td>1.124298e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>301123.SZ</td>\n",
       "      <td>20220429</td>\n",
       "      <td>21.27</td>\n",
       "      <td>22.58</td>\n",
       "      <td>21.01</td>\n",
       "      <td>22.32</td>\n",
       "      <td>20.88</td>\n",
       "      <td>1.44</td>\n",
       "      <td>6.8966</td>\n",
       "      <td>41638.53</td>\n",
       "      <td>9.179751e+04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>596</th>\n",
       "      <td>300003.SZ</td>\n",
       "      <td>20220104</td>\n",
       "      <td>22.70</td>\n",
       "      <td>23.78</td>\n",
       "      <td>22.64</td>\n",
       "      <td>23.62</td>\n",
       "      <td>22.63</td>\n",
       "      <td>0.99</td>\n",
       "      <td>4.3747</td>\n",
       "      <td>388156.84</td>\n",
       "      <td>9.024742e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>597</th>\n",
       "      <td>300059.SZ</td>\n",
       "      <td>20220104</td>\n",
       "      <td>37.25</td>\n",
       "      <td>37.28</td>\n",
       "      <td>35.75</td>\n",
       "      <td>35.86</td>\n",
       "      <td>37.11</td>\n",
       "      <td>-1.25</td>\n",
       "      <td>-3.3684</td>\n",
       "      <td>1388634.04</td>\n",
       "      <td>5.017007e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>598</th>\n",
       "      <td>600887.SH</td>\n",
       "      <td>20220104</td>\n",
       "      <td>41.05</td>\n",
       "      <td>41.40</td>\n",
       "      <td>40.30</td>\n",
       "      <td>40.70</td>\n",
       "      <td>41.46</td>\n",
       "      <td>-0.76</td>\n",
       "      <td>-1.8331</td>\n",
       "      <td>567676.38</td>\n",
       "      <td>2.312303e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>599</th>\n",
       "      <td>601818.SH</td>\n",
       "      <td>20220104</td>\n",
       "      <td>3.32</td>\n",
       "      <td>3.33</td>\n",
       "      <td>3.31</td>\n",
       "      <td>3.33</td>\n",
       "      <td>3.32</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.3012</td>\n",
       "      <td>1203937.02</td>\n",
       "      <td>3.998082e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>600</th>\n",
       "      <td>601988.SH</td>\n",
       "      <td>20220104</td>\n",
       "      <td>3.06</td>\n",
       "      <td>3.07</td>\n",
       "      <td>3.05</td>\n",
       "      <td>3.07</td>\n",
       "      <td>3.05</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.6557</td>\n",
       "      <td>1138933.19</td>\n",
       "      <td>3.485263e+05</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>601 rows × 11 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       ts_code trade_date   open   high    low  close  pre_close  change  \\\n",
       "0    000002.SZ   20220429  18.75  19.77  18.39  19.38      18.70    0.68   \n",
       "1    000651.SZ   20220429  30.36  31.33  30.30  31.21      30.31    0.90   \n",
       "2    300003.SZ   20220429  16.38  17.15  16.30  17.06      16.06    1.00   \n",
       "3    300059.SZ   20220429  21.65  23.04  21.10  22.78      21.05    1.73   \n",
       "4    301123.SZ   20220429  21.27  22.58  21.01  22.32      20.88    1.44   \n",
       "..         ...        ...    ...    ...    ...    ...        ...     ...   \n",
       "596  300003.SZ   20220104  22.70  23.78  22.64  23.62      22.63    0.99   \n",
       "597  300059.SZ   20220104  37.25  37.28  35.75  35.86      37.11   -1.25   \n",
       "598  600887.SH   20220104  41.05  41.40  40.30  40.70      41.46   -0.76   \n",
       "599  601818.SH   20220104   3.32   3.33   3.31   3.33       3.32    0.01   \n",
       "600  601988.SH   20220104   3.06   3.07   3.05   3.07       3.05    0.02   \n",
       "\n",
       "     pct_chg         vol        amount  \n",
       "0     3.6364  1917457.47  3.665755e+06  \n",
       "1     2.9693   420627.22  1.299788e+06  \n",
       "2     6.2267   241056.49  4.058629e+05  \n",
       "3     8.2185  5044525.77  1.124298e+07  \n",
       "4     6.8966    41638.53  9.179751e+04  \n",
       "..       ...         ...           ...  \n",
       "596   4.3747   388156.84  9.024742e+05  \n",
       "597  -3.3684  1388634.04  5.017007e+06  \n",
       "598  -1.8331   567676.38  2.312303e+06  \n",
       "599   0.3012  1203937.02  3.998082e+05  \n",
       "600   0.6557  1138933.19  3.485263e+05  \n",
       "\n",
       "[601 rows x 11 columns]"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "a2dca1e5",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "writer=pd.ExcelWriter('holdings.xlsx', mode='w')\n",
    "df.to_excel(writer,sheet_name=\"全部\",index=False)\n",
    "#writer.save()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "id": "b8e4b324",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\"\\ndef plot_multi_stocks(df,ts_code, axs=None):\\n    drawer=plt if axs is None else axs\\n    for key in ts_code:\\n        print(key)\\n        drawer.plot(df[key].close)\\n    #drawer.plot(wk, c='g')\\n    #drawer.grid(True)\\n    plt.legend(ts_code,loc=1)\\nplot_multi_stocks(df.close,holdings.values())\\nplt.xlabel('time')\\nplt.ylabel('close')\\nplt.title('Zhongguo Pingan and Wanke')\\n\""
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "'''\n",
    "def plot_multi_stocks(df,ts_code, axs=None):\n",
    "    drawer=plt if axs is None else axs\n",
    "    for key in ts_code:\n",
    "        print(key)\n",
    "        drawer.plot(df[key].close)\n",
    "    #drawer.plot(wk, c='g')\n",
    "    #drawer.grid(True)\n",
    "    plt.legend(ts_code,loc=1)\n",
    "plot_multi_stocks(df.close,holdings.values())\n",
    "plt.xlabel('time')\n",
    "plt.ylabel('close')\n",
    "plt.title('Zhongguo Pingan and Wanke')\n",
    "'''"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "id": "375cbe76",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "MultiIndex([('000002.SZ', '20220429', 18.75, 19.77, 18.39, 19.38,  18.7, ...),\n",
       "            ('000651.SZ', '20220429', 30.36, 31.33,  30.3, 31.21, 30.31, ...),\n",
       "            ('300003.SZ', '20220429', 16.38, 17.15,  16.3, 17.06, 16.06, ...),\n",
       "            ('300059.SZ', '20220429', 21.65, 23.04,  21.1, 22.78, 21.05, ...),\n",
       "            ('301123.SZ', '20220429', 21.27, 22.58, 21.01, 22.32, 20.88, ...),\n",
       "            ('600887.SH', '20220429', 38.06, 38.68, 37.75, 38.47, 38.06, ...),\n",
       "            ('601818.SH', '20220429',   3.2,   3.2,  3.16,  3.19,  3.19, ...),\n",
       "            ('601988.SH', '20220429',  3.26,  3.27,  3.21,  3.23,  3.26, ...),\n",
       "            ('000002.SZ', '20220428', 18.21, 19.03, 18.05,  18.7, 18.23, ...),\n",
       "            ('000651.SZ', '20220428',  30.4, 30.64,  29.9, 30.31, 30.46, ...),\n",
       "            ...\n",
       "            ('600887.SH', '20220105',  40.6, 42.18, 40.31,  41.7,  40.7, ...),\n",
       "            ('601818.SH', '20220105',  3.33,  3.37,  3.32,  3.36,  3.33, ...),\n",
       "            ('601988.SH', '20220105',  3.07,   3.1,  3.06,  3.09,  3.07, ...),\n",
       "            ('000002.SZ', '20220104', 19.49, 20.65, 19.36, 20.49, 19.76, ...),\n",
       "            ('000651.SZ', '20220104', 37.03, 37.75, 36.84, 37.58, 37.03, ...),\n",
       "            ('300003.SZ', '20220104',  22.7, 23.78, 22.64, 23.62, 22.63, ...),\n",
       "            ('300059.SZ', '20220104', 37.25, 37.28, 35.75, 35.86, 37.11, ...),\n",
       "            ('600887.SH', '20220104', 41.05,  41.4,  40.3,  40.7, 41.46, ...),\n",
       "            ('601818.SH', '20220104',  3.32,  3.33,  3.31,  3.33,  3.32, ...),\n",
       "            ('601988.SH', '20220104',  3.06,  3.07,  3.05,  3.07,  3.05, ...)],\n",
       "           names=['ts_code', 'trade_date', 'open', 'high', 'low', 'close', 'pre_close', 'change', 'pct_chg', 'vol', 'amount'], length=601)"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#df.query['000002.sz'].close()\n",
    "df.ts_code.drop_duplicates()\n",
    "index=pd.MultiIndex.from_product([df.ts_code.drop_duplicates()])\n",
    "#index=[df.trade_date.drop_duplicates(),df.ts_code.drop_duplicates()]\n",
    "pd.MultiIndex.from_frame(df)\n",
    "#df['ts_code']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "id": "1a0e3fd8",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "pandas.core.groupby.generic.DataFrameGroupBy"
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "group=df.groupby(by=['ts_code'])\n",
    "type(group)\n",
    "#group['000002.SZ']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "id": "22845612",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ts_code</th>\n",
       "      <th>trade_date</th>\n",
       "      <th>open</th>\n",
       "      <th>high</th>\n",
       "      <th>low</th>\n",
       "      <th>close</th>\n",
       "      <th>pre_close</th>\n",
       "      <th>change</th>\n",
       "      <th>pct_chg</th>\n",
       "      <th>vol</th>\n",
       "      <th>amount</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>000002.SZ</td>\n",
       "      <td>20220429</td>\n",
       "      <td>18.75</td>\n",
       "      <td>19.77</td>\n",
       "      <td>18.39</td>\n",
       "      <td>19.38</td>\n",
       "      <td>18.70</td>\n",
       "      <td>0.68</td>\n",
       "      <td>3.6364</td>\n",
       "      <td>1917457.47</td>\n",
       "      <td>3665754.967</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>000002.SZ</td>\n",
       "      <td>20220428</td>\n",
       "      <td>18.21</td>\n",
       "      <td>19.03</td>\n",
       "      <td>18.05</td>\n",
       "      <td>18.70</td>\n",
       "      <td>18.23</td>\n",
       "      <td>0.47</td>\n",
       "      <td>2.5782</td>\n",
       "      <td>1592032.23</td>\n",
       "      <td>2947417.800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>000002.SZ</td>\n",
       "      <td>20220427</td>\n",
       "      <td>18.66</td>\n",
       "      <td>19.21</td>\n",
       "      <td>17.72</td>\n",
       "      <td>18.23</td>\n",
       "      <td>18.96</td>\n",
       "      <td>-0.73</td>\n",
       "      <td>-3.8502</td>\n",
       "      <td>1844961.26</td>\n",
       "      <td>3368085.084</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>000002.SZ</td>\n",
       "      <td>20220426</td>\n",
       "      <td>18.80</td>\n",
       "      <td>19.55</td>\n",
       "      <td>18.65</td>\n",
       "      <td>18.96</td>\n",
       "      <td>18.83</td>\n",
       "      <td>0.13</td>\n",
       "      <td>0.6904</td>\n",
       "      <td>1061400.57</td>\n",
       "      <td>2023745.887</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>000002.SZ</td>\n",
       "      <td>20220425</td>\n",
       "      <td>19.60</td>\n",
       "      <td>19.99</td>\n",
       "      <td>18.80</td>\n",
       "      <td>18.83</td>\n",
       "      <td>19.81</td>\n",
       "      <td>-0.98</td>\n",
       "      <td>-4.9470</td>\n",
       "      <td>1127800.75</td>\n",
       "      <td>2172308.177</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>566</th>\n",
       "      <td>000002.SZ</td>\n",
       "      <td>20220110</td>\n",
       "      <td>21.80</td>\n",
       "      <td>22.66</td>\n",
       "      <td>21.56</td>\n",
       "      <td>22.16</td>\n",
       "      <td>21.89</td>\n",
       "      <td>0.27</td>\n",
       "      <td>1.2334</td>\n",
       "      <td>1527796.63</td>\n",
       "      <td>3376585.470</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>573</th>\n",
       "      <td>000002.SZ</td>\n",
       "      <td>20220107</td>\n",
       "      <td>21.38</td>\n",
       "      <td>22.46</td>\n",
       "      <td>21.35</td>\n",
       "      <td>21.89</td>\n",
       "      <td>21.05</td>\n",
       "      <td>0.84</td>\n",
       "      <td>3.9905</td>\n",
       "      <td>2262768.05</td>\n",
       "      <td>4969780.143</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>580</th>\n",
       "      <td>000002.SZ</td>\n",
       "      <td>20220106</td>\n",
       "      <td>21.12</td>\n",
       "      <td>21.66</td>\n",
       "      <td>20.79</td>\n",
       "      <td>21.05</td>\n",
       "      <td>21.17</td>\n",
       "      <td>-0.12</td>\n",
       "      <td>-0.5668</td>\n",
       "      <td>1380274.06</td>\n",
       "      <td>2923511.291</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>587</th>\n",
       "      <td>000002.SZ</td>\n",
       "      <td>20220105</td>\n",
       "      <td>20.43</td>\n",
       "      <td>21.61</td>\n",
       "      <td>20.36</td>\n",
       "      <td>21.17</td>\n",
       "      <td>20.49</td>\n",
       "      <td>0.68</td>\n",
       "      <td>3.3187</td>\n",
       "      <td>1930457.91</td>\n",
       "      <td>4075047.844</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>594</th>\n",
       "      <td>000002.SZ</td>\n",
       "      <td>20220104</td>\n",
       "      <td>19.49</td>\n",
       "      <td>20.65</td>\n",
       "      <td>19.36</td>\n",
       "      <td>20.49</td>\n",
       "      <td>19.76</td>\n",
       "      <td>0.73</td>\n",
       "      <td>3.6943</td>\n",
       "      <td>1947202.02</td>\n",
       "      <td>3956475.666</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>77 rows × 11 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       ts_code trade_date   open   high    low  close  pre_close  change  \\\n",
       "0    000002.SZ   20220429  18.75  19.77  18.39  19.38      18.70    0.68   \n",
       "8    000002.SZ   20220428  18.21  19.03  18.05  18.70      18.23    0.47   \n",
       "16   000002.SZ   20220427  18.66  19.21  17.72  18.23      18.96   -0.73   \n",
       "24   000002.SZ   20220426  18.80  19.55  18.65  18.96      18.83    0.13   \n",
       "32   000002.SZ   20220425  19.60  19.99  18.80  18.83      19.81   -0.98   \n",
       "..         ...        ...    ...    ...    ...    ...        ...     ...   \n",
       "566  000002.SZ   20220110  21.80  22.66  21.56  22.16      21.89    0.27   \n",
       "573  000002.SZ   20220107  21.38  22.46  21.35  21.89      21.05    0.84   \n",
       "580  000002.SZ   20220106  21.12  21.66  20.79  21.05      21.17   -0.12   \n",
       "587  000002.SZ   20220105  20.43  21.61  20.36  21.17      20.49    0.68   \n",
       "594  000002.SZ   20220104  19.49  20.65  19.36  20.49      19.76    0.73   \n",
       "\n",
       "     pct_chg         vol       amount  \n",
       "0     3.6364  1917457.47  3665754.967  \n",
       "8     2.5782  1592032.23  2947417.800  \n",
       "16   -3.8502  1844961.26  3368085.084  \n",
       "24    0.6904  1061400.57  2023745.887  \n",
       "32   -4.9470  1127800.75  2172308.177  \n",
       "..       ...         ...          ...  \n",
       "566   1.2334  1527796.63  3376585.470  \n",
       "573   3.9905  2262768.05  4969780.143  \n",
       "580  -0.5668  1380274.06  2923511.291  \n",
       "587   3.3187  1930457.91  4075047.844  \n",
       "594   3.6943  1947202.02  3956475.666  \n",
       "\n",
       "[77 rows x 11 columns]"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 提取符合条件的行\n",
    "tdf=df[(df['ts_code'] == '000002.SZ')].copy()\n",
    "tdf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "id": "ce4113e5",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[('information_schema',), ('stock',)]\n"
     ]
    }
   ],
   "source": [
    " import mysql.connector\n",
    "conn=mysql.connector.connect(host=\"localhost\",user=\"stock\",\n",
    "                             password=\"Holdings!23\",\n",
    "                             auth_plugin='mysql_native_password')\n",
    "cur=conn.cursor()\n",
    "cur.execute(\"show databases\")\n",
    "db=cur.fetchall()\n",
    "print(db)\n",
    "conn.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "id": "29ee8141",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "from sqlalchemy import create_engine\n",
    "hostname=\"127.0.0.1\"\n",
    "db=\"stock\"\n",
    "username=\"stock\"\n",
    "password=\"Holdings!23\"\n",
    "\n",
    "\n",
    "\n",
    "# Create SQLAlchemy engine to connect to MySQL Database\n",
    "engine = create_engine(\"mysql+pymysql://{user}:{password}@{host}/{database}\".\n",
    "                       format(host=hostname, database=db, user=username, password=password))\n",
    "\n",
    "# Convert dataframe to sql table                                   \n",
    "#df.to_sql('stock_daily', engine, index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "id": "162590d5",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "#z-socre规范化，regular_std\n",
    "def get_regular_std(df,ts_code):\n",
    "    tdf=df[(df['ts_code'] == ts_code)].copy()\n",
    "    rstd_close = (tdf['close'] -tdf['close'].mean()) / tdf['close'].std() \n",
    "    tdf['close']=rstd_close\n",
    "    rstd_open = (tdf['open'] -tdf['open'].mean()) / tdf['open'].std()\n",
    "    tdf['open']=rstd_open\n",
    "    rstd_high = (tdf['high'] -tdf['high'].mean()) / tdf['high'].std() \n",
    "    tdf['high']=rstd_high\n",
    "    rstd_high = (tdf['low'] -tdf['low'].mean()) / tdf['low'].std() \n",
    "    tdf['low']=rstd_high\n",
    "    return tdf\n",
    "#ts_df.to_sql('regular_std_stock_daily', engine,if_exists='append', index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "id": "3dbfedcd",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "for i,ts_code in enumerate(holdings.values()):\n",
    "    ts_df=get_regular_std(df, ts_code.upper())\n",
    "    if i==0:\n",
    "        ts_df.to_sql('regular_std_stock_daily', engine, if_exists='replace', index=False)\n",
    "        \n",
    "    else:\n",
    "        ts_df.to_sql('regular_std_stock_daily',  engine, if_exists='append', index=False)\n",
    "            \n",
    "#df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "id": "0f028c3c",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0 000651.sz\n",
      "1 600887.sh\n",
      "2 601988.sh\n",
      "3 601818.sh\n",
      "4 000002.sz\n",
      "5 300059.sz\n",
      "6 300003.sz\n",
      "7 301123.sz\n"
     ]
    }
   ],
   "source": [
    "def get_regular_mm(df, ts_code):\n",
    "    # 最小-最大规范化，对原始序列进行变换\n",
    "    tdf=df[(df['ts_code'] == ts_code)].copy()\n",
    "    rmm_close = (tdf['close'] -tdf['close'].min()) / (tdf['close'].max()-tdf['close'].min())\n",
    "    tdf['close']=rmm_close\n",
    "    rmm_open = (tdf['open'] -tdf['open'].min()) / (tdf['open'].max()-tdf['open'].min())\n",
    "    tdf['open']=rmm_open\n",
    "    rmm_high = (tdf['high'] -tdf['high'].min()) / (tdf['high'].max()-tdf['high'].min())\n",
    "    tdf['high']=rmm_high\n",
    "    rmm_low = (tdf['low'] -tdf['low'].min()) / (tdf['low'].max()-tdf['low'].min())\n",
    "    tdf['low']=rmm_low\n",
    "    return tdf\n",
    "\n",
    "for i,ts_code in enumerate(holdings.values()):\n",
    "    ts_df=get_regular_mm(df, ts_code.upper())\n",
    "    print(i, ts_code)\n",
    "    if i==0:\n",
    "        ts_df.to_sql('regular_mm_stock_daily', engine, if_exists='replace', index=False)  \n",
    "    else:\n",
    "        ts_df.to_sql('regular_mm_stock_daily',  engine, if_exists='append', index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "id": "99a0fb0e",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "000001.SZ,300957.SZ,603605.SH,601166.SH\n"
     ]
    }
   ],
   "source": [
    "holdings={\n",
    "    \"平安银行\":\"000001.SZ\",\n",
    "    \"备泰妮\":\"300957.SZ\",\n",
    "    \"珀莱雅\":\"603605.SH\",\n",
    "    \"兴业银行\":\"601166.SH\"\n",
    "}\n",
    "ts_code=\",\".join(holdings.values())\n",
    "print(ts_code)\n",
    "start=\"20200101\"\n",
    "df=get_daily_data(\",\".join(holdings.values()),start,end)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "id": "f4f1ef6c",
   "metadata": {
    "scrolled": true,
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "\n",
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       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ts_code</th>\n",
       "      <th>trade_date</th>\n",
       "      <th>open</th>\n",
       "      <th>high</th>\n",
       "      <th>low</th>\n",
       "      <th>close</th>\n",
       "      <th>pre_close</th>\n",
       "      <th>change</th>\n",
       "      <th>pct_chg</th>\n",
       "      <th>vol</th>\n",
       "      <th>amount</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>000001.SZ</td>\n",
       "      <td>20220429</td>\n",
       "      <td>15.69</td>\n",
       "      <td>15.74</td>\n",
       "      <td>14.97</td>\n",
       "      <td>15.32</td>\n",
       "      <td>15.65</td>\n",
       "      <td>-0.33</td>\n",
       "      <td>-2.1086</td>\n",
       "      <td>1645013.08</td>\n",
       "      <td>2503476.827</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>300957.SZ</td>\n",
       "      <td>20220429</td>\n",
       "      <td>198.00</td>\n",
       "      <td>205.75</td>\n",
       "      <td>196.59</td>\n",
       "      <td>196.90</td>\n",
       "      <td>197.30</td>\n",
       "      <td>-0.40</td>\n",
       "      <td>-0.2027</td>\n",
       "      <td>20904.51</td>\n",
       "      <td>419741.593</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>601166.SH</td>\n",
       "      <td>20220429</td>\n",
       "      <td>20.95</td>\n",
       "      <td>20.95</td>\n",
       "      <td>20.00</td>\n",
       "      <td>20.48</td>\n",
       "      <td>21.05</td>\n",
       "      <td>-0.57</td>\n",
       "      <td>-2.7078</td>\n",
       "      <td>1827993.88</td>\n",
       "      <td>3712928.953</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>603605.SH</td>\n",
       "      <td>20220429</td>\n",
       "      <td>191.76</td>\n",
       "      <td>203.99</td>\n",
       "      <td>190.62</td>\n",
       "      <td>201.46</td>\n",
       "      <td>195.67</td>\n",
       "      <td>5.79</td>\n",
       "      <td>2.9591</td>\n",
       "      <td>16954.52</td>\n",
       "      <td>339254.514</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     ts_code trade_date    open    high     low   close  pre_close  change  \\\n",
       "0  000001.SZ   20220429   15.69   15.74   14.97   15.32      15.65   -0.33   \n",
       "1  300957.SZ   20220429  198.00  205.75  196.59  196.90     197.30   -0.40   \n",
       "2  601166.SH   20220429   20.95   20.95   20.00   20.48      21.05   -0.57   \n",
       "3  603605.SH   20220429  191.76  203.99  190.62  201.46     195.67    5.79   \n",
       "\n",
       "   pct_chg         vol       amount  \n",
       "0  -2.1086  1645013.08  2503476.827  \n",
       "1  -0.2027    20904.51   419741.593  \n",
       "2  -2.7078  1827993.88  3712928.953  \n",
       "3   2.9591    16954.52   339254.514  "
      ]
     },
     "execution_count": 68,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.query(\"trade_date==@end\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "id": "54fbb88f",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0 000001.SZ\n",
      "1 300957.SZ\n",
      "2 603605.SH\n",
      "3 601166.SH\n",
      "0 000001.SZ\n",
      "1 300957.SZ\n",
      "2 603605.SH\n",
      "3 601166.SH\n"
     ]
    }
   ],
   "source": [
    "df.to_sql('stock_daily', engine,if_exists='append', index=False)\n",
    "for i,ts_code in enumerate(holdings.values()):\n",
    "    ts_df=get_regular_std(df, ts_code.upper())\n",
    "    print(i, ts_code)\n",
    "    ts_df.to_sql('regular_std_stock_daily',  engine, if_exists='append', index=False)\n",
    "for i,ts_code in enumerate(holdings.values()):\n",
    "    ts_df=get_regular_mm(df, ts_code.upper())\n",
    "    print(i, ts_code)\n",
    "    ts_df.to_sql('regular_mm_stock_daily',  engine, if_exists='append', index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "id": "f52ce310",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(563, 11)\n"
     ]
    },
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ts_code</th>\n",
       "      <th>trade_date</th>\n",
       "      <th>open</th>\n",
       "      <th>high</th>\n",
       "      <th>low</th>\n",
       "      <th>close</th>\n",
       "      <th>pre_close</th>\n",
       "      <th>change</th>\n",
       "      <th>pct_chg</th>\n",
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       "      <th>amount</th>\n",
       "      <th>MACD_12_26_9</th>\n",
       "      <th>MACDh_12_26_9</th>\n",
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       "  <tbody>\n",
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       "      <th>1954</th>\n",
       "      <td>601166.SH</td>\n",
       "      <td>20200102</td>\n",
       "      <td>20.07</td>\n",
       "      <td>20.42</td>\n",
       "      <td>20.05</td>\n",
       "      <td>20.21</td>\n",
       "      <td>19.80</td>\n",
       "      <td>0.41</td>\n",
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       "      <td>601166.SH</td>\n",
       "      <td>20200103</td>\n",
       "      <td>20.20</td>\n",
       "      <td>20.30</td>\n",
       "      <td>20.10</td>\n",
       "      <td>20.14</td>\n",
       "      <td>20.21</td>\n",
       "      <td>-0.07</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1948</th>\n",
       "      <td>601166.SH</td>\n",
       "      <td>20200106</td>\n",
       "      <td>20.06</td>\n",
       "      <td>20.24</td>\n",
       "      <td>19.85</td>\n",
       "      <td>19.91</td>\n",
       "      <td>20.14</td>\n",
       "      <td>-0.23</td>\n",
       "      <td>-1.1420</td>\n",
       "      <td>709164.86</td>\n",
       "      <td>1423391.729</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1945</th>\n",
       "      <td>601166.SH</td>\n",
       "      <td>20200107</td>\n",
       "      <td>20.00</td>\n",
       "      <td>20.25</td>\n",
       "      <td>19.86</td>\n",
       "      <td>19.99</td>\n",
       "      <td>19.91</td>\n",
       "      <td>0.08</td>\n",
       "      <td>0.4018</td>\n",
       "      <td>561162.55</td>\n",
       "      <td>1124203.504</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1942</th>\n",
       "      <td>601166.SH</td>\n",
       "      <td>20200108</td>\n",
       "      <td>19.85</td>\n",
       "      <td>19.94</td>\n",
       "      <td>19.53</td>\n",
       "      <td>19.58</td>\n",
       "      <td>19.99</td>\n",
       "      <td>-0.41</td>\n",
       "      <td>-2.0510</td>\n",
       "      <td>881731.51</td>\n",
       "      <td>1735240.172</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>601166.SH</td>\n",
       "      <td>20220425</td>\n",
       "      <td>20.91</td>\n",
       "      <td>21.09</td>\n",
       "      <td>20.25</td>\n",
       "      <td>20.28</td>\n",
       "      <td>21.42</td>\n",
       "      <td>-1.14</td>\n",
       "      <td>-5.3221</td>\n",
       "      <td>1492988.43</td>\n",
       "      <td>3086710.294</td>\n",
       "      <td>0.054477</td>\n",
       "      <td>-0.088223</td>\n",
       "      <td>0.142699</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>601166.SH</td>\n",
       "      <td>20220426</td>\n",
       "      <td>20.38</td>\n",
       "      <td>20.74</td>\n",
       "      <td>20.24</td>\n",
       "      <td>20.42</td>\n",
       "      <td>20.28</td>\n",
       "      <td>0.14</td>\n",
       "      <td>0.6903</td>\n",
       "      <td>910385.33</td>\n",
       "      <td>1866639.024</td>\n",
       "      <td>-0.015209</td>\n",
       "      <td>-0.126327</td>\n",
       "      <td>0.111117</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>601166.SH</td>\n",
       "      <td>20220427</td>\n",
       "      <td>20.26</td>\n",
       "      <td>20.79</td>\n",
       "      <td>20.22</td>\n",
       "      <td>20.54</td>\n",
       "      <td>20.42</td>\n",
       "      <td>0.12</td>\n",
       "      <td>0.5877</td>\n",
       "      <td>877748.85</td>\n",
       "      <td>1803283.308</td>\n",
       "      <td>-0.060061</td>\n",
       "      <td>-0.136942</td>\n",
       "      <td>0.076882</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>601166.SH</td>\n",
       "      <td>20220428</td>\n",
       "      <td>20.50</td>\n",
       "      <td>21.07</td>\n",
       "      <td>20.46</td>\n",
       "      <td>21.05</td>\n",
       "      <td>20.54</td>\n",
       "      <td>0.51</td>\n",
       "      <td>2.4830</td>\n",
       "      <td>1054012.55</td>\n",
       "      <td>2198281.365</td>\n",
       "      <td>-0.053832</td>\n",
       "      <td>-0.104571</td>\n",
       "      <td>0.050739</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>601166.SH</td>\n",
       "      <td>20220429</td>\n",
       "      <td>20.95</td>\n",
       "      <td>20.95</td>\n",
       "      <td>20.00</td>\n",
       "      <td>20.48</td>\n",
       "      <td>21.05</td>\n",
       "      <td>-0.57</td>\n",
       "      <td>-2.7078</td>\n",
       "      <td>1827993.88</td>\n",
       "      <td>3712928.953</td>\n",
       "      <td>-0.093809</td>\n",
       "      <td>-0.115638</td>\n",
       "      <td>0.021829</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>563 rows × 14 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        ts_code trade_date   open   high    low  close  pre_close  change  \\\n",
       "1954  601166.SH   20200102  20.07  20.42  20.05  20.21      19.80    0.41   \n",
       "1951  601166.SH   20200103  20.20  20.30  20.10  20.14      20.21   -0.07   \n",
       "1948  601166.SH   20200106  20.06  20.24  19.85  19.91      20.14   -0.23   \n",
       "1945  601166.SH   20200107  20.00  20.25  19.86  19.99      19.91    0.08   \n",
       "1942  601166.SH   20200108  19.85  19.94  19.53  19.58      19.99   -0.41   \n",
       "...         ...        ...    ...    ...    ...    ...        ...     ...   \n",
       "18    601166.SH   20220425  20.91  21.09  20.25  20.28      21.42   -1.14   \n",
       "14    601166.SH   20220426  20.38  20.74  20.24  20.42      20.28    0.14   \n",
       "10    601166.SH   20220427  20.26  20.79  20.22  20.54      20.42    0.12   \n",
       "6     601166.SH   20220428  20.50  21.07  20.46  21.05      20.54    0.51   \n",
       "2     601166.SH   20220429  20.95  20.95  20.00  20.48      21.05   -0.57   \n",
       "\n",
       "      pct_chg         vol       amount  MACD_12_26_9  MACDh_12_26_9  \\\n",
       "1954   2.0707  1130028.43  2290358.487           NaN            NaN   \n",
       "1951  -0.3464   659291.02  1331182.965           NaN            NaN   \n",
       "1948  -1.1420   709164.86  1423391.729           NaN            NaN   \n",
       "1945   0.4018   561162.55  1124203.504           NaN            NaN   \n",
       "1942  -2.0510   881731.51  1735240.172           NaN            NaN   \n",
       "...       ...         ...          ...           ...            ...   \n",
       "18    -5.3221  1492988.43  3086710.294      0.054477      -0.088223   \n",
       "14     0.6903   910385.33  1866639.024     -0.015209      -0.126327   \n",
       "10     0.5877   877748.85  1803283.308     -0.060061      -0.136942   \n",
       "6      2.4830  1054012.55  2198281.365     -0.053832      -0.104571   \n",
       "2     -2.7078  1827993.88  3712928.953     -0.093809      -0.115638   \n",
       "\n",
       "      MACDs_12_26_9  \n",
       "1954            NaN  \n",
       "1951            NaN  \n",
       "1948            NaN  \n",
       "1945            NaN  \n",
       "1942            NaN  \n",
       "...             ...  \n",
       "18         0.142699  \n",
       "14         0.111117  \n",
       "10         0.076882  \n",
       "6          0.050739  \n",
       "2          0.021829  \n",
       "\n",
       "[563 rows x 14 columns]"
      ]
     },
     "execution_count": 76,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas_ta as ta\n",
    "# Calculate MACD values using the pandas_ta library\n",
    "data=df[(df.ts_code=='601166.SH')].sort_index(axis=0, ascending=False)\n",
    "print(data.shape)\n",
    "data.ta.macd(close='close', fast=12, slow=26, signal=9, append=True)\n",
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "id": "29b44d9c",
   "metadata": {
    "tags": []
   },
   "outputs": [
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          199.62,
          17.27,
          181.84,
          20.25,
          204.62,
          17.22,
          190.4,
          20.32,
          208.87,
          16.66,
          194.25,
          19.2,
          212.01,
          16.9,
          199.98,
          19.16,
          210.66,
          16.95,
          199.44,
          19.21,
          209.47,
          17.16,
          194.98,
          19.13,
          211.4,
          17.33,
          194.85,
          19.18,
          213,
          17.35,
          202,
          19.07,
          216,
          17.35,
          202.99,
          19.36,
          215.56,
          17.43,
          203.58,
          19.62,
          215,
          17.64,
          206.06,
          19.69,
          213.5,
          17.71,
          209.8,
          19.82,
          213.69,
          17.65,
          208,
          19.69,
          198.79,
          17.75,
          217.1,
          19.69,
          203.97,
          17.73,
          219.2,
          19.55,
          205.89,
          17.66,
          215.98,
          19.24,
          206.8,
          18.17,
          214.9,
          19.56,
          209.47,
          18.88,
          213.96,
          20.07,
          215.1,
          18.7,
          215,
          19.73,
          210.88,
          19.06,
          215.68,
          19.88,
          211.3,
          18.55,
          207.97,
          19.51,
          197,
          18.67,
          203.5,
          19.3,
          198.49,
          18.56,
          196.8,
          18.86,
          199.3,
          17.7,
          197.88,
          18.45,
          199.17,
          17.81,
          197.86,
          18.43,
          196.52,
          17.77,
          200.25,
          18.16,
          199.85,
          17.68,
          203,
          18.13,
          200,
          17.57,
          203.78,
          18.16,
          193,
          17.67,
          205.39,
          18.25,
          194.65,
          17.79,
          209,
          18.32,
          203.66,
          17.95,
          206.55,
          18.43,
          200,
          18.35,
          211.86,
          18.28,
          201.58,
          18.25,
          212.88,
          18.58,
          200.49,
          18.24,
          212.1,
          18.61,
          198.5,
          18.12,
          216.54,
          18.59,
          195.5,
          18.3,
          223.7,
          18.73,
          191.98,
          18.54,
          222.18,
          18.91,
          193,
          18.63,
          212.3,
          19.07,
          191.49,
          18.63,
          219.3,
          19.08,
          199.85,
          18.43,
          219,
          18.94,
          207.2,
          17.47,
          225.28,
          18.27,
          209.98,
          17.65,
          224.61,
          18.42,
          200.8,
          17.81,
          226.98,
          18.25,
          205.44,
          18,
          236.49,
          18.24,
          208.8,
          18.1,
          244.99,
          18.32,
          206.29,
          18.24,
          249.99,
          18.29,
          201.74,
          19.49,
          238.57,
          19.07,
          202,
          19.73,
          233.35,
          19.25,
          210.65,
          19.74,
          232.61,
          19.41,
          224.43,
          19.94,
          228,
          19.2,
          210.65,
          20.17,
          225,
          19.35,
          191.97,
          20.45,
          228.88,
          19.76,
          196.88,
          20.2,
          231.6,
          19.76,
          194.78,
          20.59,
          233.99,
          20.12,
          193.99,
          20.06,
          236,
          19.86,
          195,
          19.78,
          228.8,
          19.51,
          192,
          19.68,
          223.8,
          19.48,
          191,
          19.55,
          221.77,
          19.47,
          193.99,
          19.9,
          231,
          19.48,
          189.98,
          19.92,
          227,
          19.47,
          183.59,
          19.91,
          229,
          19.46,
          187,
          19.71,
          216.95,
          19.65,
          184,
          19.74,
          210,
          19.5,
          181.98,
          18.89,
          211.02,
          18.74,
          184.75,
          18.2,
          206.88,
          18.54,
          180,
          18.44,
          205,
          18.75,
          179.25,
          18.17,
          210,
          18.57,
          182,
          17.68,
          216.01,
          18.15,
          185,
          17.68,
          219.9,
          18.3,
          182,
          18.32,
          197.99,
          18.53,
          180,
          18.05,
          190.7,
          18.32,
          181.18,
          19,
          192.4,
          18.82,
          178.5,
          19.5,
          187.39,
          18.97,
          174.88,
          20.99,
          188.8,
          19.23,
          174.3,
          20.27,
          193.85,
          20.2,
          177.89,
          20.51,
          198,
          20.15,
          178.5,
          20.77,
          201.28,
          20.23,
          179.5,
          19.15,
          200.5,
          19.38,
          171.77,
          19.55,
          202.4,
          20.08,
          176,
          19.56,
          207.5,
          19.93,
          175,
          18.6,
          210.96,
          19.67,
          165,
          18.5,
          202.95,
          19.78,
          159.18,
          18.78,
          206,
          19.62,
          160.6,
          17.92,
          206.99,
          19.35,
          159.36,
          17.93,
          207.87,
          18.6,
          158.5,
          18.29,
          205.93,
          18.46,
          156.89,
          18.88,
          205.45,
          18.29,
          159.91,
          19.26,
          212.39,
          18.38,
          162.51,
          19.47,
          208.34,
          18.75,
          168.52,
          19.97,
          208.05,
          18.68,
          173,
          20.05,
          205.6,
          18.48,
          174.2,
          20.07,
          198,
          18.8,
          182.85,
          20.62,
          207.8,
          19.25,
          184.42,
          21.2,
          210.16,
          19.41,
          183,
          20.22,
          216.7,
          18.84,
          183.99,
          20.2,
          225.4,
          18.89,
          181.88,
          19.92,
          233.76,
          18.7,
          178.3,
          20.3,
          237.32,
          18.87,
          180.33,
          20.58,
          244,
          19.33,
          181.16,
          19.98,
          219.09,
          18.78,
          181.4,
          19.25,
          208.98,
          18.59,
          185,
          17.9,
          213.98,
          17.64,
          183.91,
          18.05,
          218,
          17.61,
          186,
          18.07,
          218.5,
          17.72,
          182.6,
          18.15,
          217.55,
          17.88,
          178,
          18.14,
          208.88,
          18.04,
          168.16,
          18.05,
          220.28,
          17.94,
          161.63,
          18.24,
          229,
          18.48,
          166,
          18.07,
          224.9,
          18.46,
          163.21,
          18.99,
          222.99,
          18.87,
          170.8,
          19.99,
          244.8,
          19.65,
          172,
          20.38,
          265.66,
          19.93,
          180.04,
          20.66,
          272.18,
          20.27,
          183.33,
          20.8,
          272.72,
          20.2,
          183.4,
          21.2,
          263.82,
          20.4,
          180.61,
          21.43,
          263.4,
          20.5,
          183.35,
          21.82,
          271.9,
          20.92,
          183,
          21.72,
          273.43,
          20.85,
          186.67,
          21,
          277.02,
          20.39,
          190.38,
          21.34,
          268.38,
          20.7,
          185,
          21.5,
          268.88,
          20.96,
          184.47,
          21.63,
          274.67,
          20.91,
          175,
          22.78,
          289.35,
          21.62,
          184.39,
          23.05,
          287.4,
          21.8,
          189.1,
          23,
          281.88,
          21.66,
          196.4,
          22.15,
          281.01,
          21.08,
          197.15,
          22.74,
          276,
          21.1,
          204.77,
          23.5,
          284.87,
          21.65,
          209.84,
          22.93,
          275.68,
          20.79,
          200.62,
          22.79,
          275,
          19.8,
          200.88,
          23.39,
          278.5,
          20.78,
          193.5,
          23.6,
          272.38,
          20.82,
          186.99,
          23.12,
          270.3,
          20.44,
          185.98,
          23.41,
          276.5,
          20.31,
          187.32,
          23.09,
          274.8,
          20.28,
          186.79,
          22.67,
          273.5,
          20.18,
          184.68,
          23.28,
          259.87,
          20.72,
          177.54,
          23.69,
          254.98,
          21.05,
          175.49,
          23.4,
          252,
          21.13,
          177.5,
          23.43,
          252.7,
          21.38,
          179.5,
          24.35,
          246.5,
          22.11,
          177.16,
          25.06,
          245.01,
          22.27,
          178.77,
          24.88,
          244.99,
          22.3,
          178.85,
          24.57,
          249.85,
          22.49,
          181.26,
          24.48,
          250.27,
          22.39,
          177.96,
          24.96,
          258.18,
          22.73,
          174.8,
          24.14,
          254.67,
          22.77,
          167.88,
          23.92,
          268,
          22.65,
          172.7,
          24.25,
          279.7,
          22.95,
          173.5,
          24.53,
          274.88,
          23.26,
          170.99,
          24.71,
          281.6,
          23.44,
          170.6,
          25.16,
          283.45,
          23.43,
          169.88,
          25.12,
          282.37,
          23.77,
          167.49,
          24.73,
          285,
          23.17,
          166.7,
          23.6,
          267.2,
          21.88,
          163,
          24.09,
          274.9,
          21.71,
          171.95,
          23.84,
          275.38,
          21.62,
          174.5,
          24.13,
          279.6,
          22.52,
          174.81,
          24.11,
          271.78,
          22.86,
          180.6,
          23.82,
          268.65,
          23.39,
          183,
          23.43,
          241.68,
          23.03,
          176.22,
          23.59,
          245.81,
          22.86,
          174,
          23.64,
          239.85,
          23.35,
          174.88,
          23.75,
          228.98,
          22.61,
          177.99,
          24.04,
          219.89,
          22.68,
          180.76,
          24.3,
          228,
          23.05,
          182.65,
          23.7,
          250,
          22.55,
          183.75,
          23.49,
          248,
          22.5,
          183.45,
          23.71,
          230.6,
          22.22,
          182.51,
          23.45,
          232.17,
          21.84,
          182.3,
          23.19,
          225.11,
          21.92,
          181.66,
          24.23,
          232.2,
          22.39,
          179.98,
          23.65,
          227.99,
          21.94,
          184.93,
          23.23,
          236.88,
          22.15,
          194.5,
          23.19,
          218,
          22.22,
          186.5,
          21.95,
          216.36,
          21.71,
          185.98,
          21.24,
          208.22,
          21.11,
          180,
          20.43,
          198.25,
          20.96,
          177,
          20.77,
          203.5,
          21.79,
          178.9,
          20.94,
          207.77,
          22.68,
          174.63,
          20.88,
          201.6,
          23.09,
          173.49,
          21.51,
          211.55,
          23.23,
          166.99,
          21.72,
          216.66,
          23.52,
          167.77,
          21.73,
          218.88,
          23.44,
          168.13,
          21.93,
          202.57,
          23.74,
          161.46,
          22.09,
          197.48,
          23.77,
          166.08,
          21.73,
          181.81,
          24.2,
          167.58,
          22.11,
          179.77,
          24.3,
          161.17,
          22.07,
          181.78,
          24.42,
          161.98,
          21.93,
          187.5,
          23.45,
          164.91,
          21.65,
          175.2,
          23.43,
          163.3,
          21.4,
          182.36,
          23.35,
          161.99,
          20.83,
          180,
          23.09,
          161.55,
          21.28,
          23.44,
          158.87,
          21.65,
          23.85,
          158.43,
          21.55,
          24.07,
          156.5,
          21.65,
          24.02,
          162.9,
          21.73,
          24.31,
          167.26,
          21.55,
          24.77,
          164.79,
          22.11,
          25.08,
          168.5,
          22.12,
          24.8,
          173.3,
          21.7,
          24.26,
          174.86,
          21.38,
          24.31,
          175.1,
          20.91,
          23.5,
          174.5,
          21.92,
          24.13,
          173.5,
          22.69,
          24.97,
          181.92,
          22.98,
          25.25,
          180.99,
          23.49,
          26.1,
          182.98,
          23.08,
          26.13,
          187.85,
          22.15,
          25.35,
          181.68,
          21.68,
          25.28,
          173.65,
          21.96,
          26.22,
          172.86,
          22.56,
          26.67,
          178.6,
          22.28,
          26.3,
          181.99,
          22.68,
          26.89,
          182.84,
          23.8,
          26.6,
          187.24,
          24.19,
          27.99,
          192.18,
          24.55,
          28.07,
          214,
          24.96,
          27.55,
          214,
          24.84,
          27,
          217.46,
          24.9,
          27.05,
          198.58,
          25.31,
          25.93,
          199.8,
          25.24,
          25.32,
          202.89,
          25.18,
          24.99,
          195.98,
          24.1,
          24.28,
          191.88,
          24.99,
          24.3,
          188.99,
          23.54,
          23.7,
          191.28,
          23.18,
          23.36,
          187.99,
          23.47,
          23.85,
          186.66,
          23.32,
          23.27,
          196.16,
          22.6,
          23.14,
          198,
          22.23,
          23.33,
          199.98,
          22.8,
          23.8,
          194.66,
          22.97,
          24.23,
          190,
          22.84,
          24.24,
          191.49,
          22.78,
          24.38,
          192.3,
          21.95,
          23.35,
          192.77,
          20.89,
          21.69,
          203.01,
          21.01,
          21.24,
          210.1,
          21,
          20.93,
          207,
          20.64,
          20.97,
          210.86,
          20.1,
          20.49,
          209.5,
          19.98,
          20.2,
          205.55,
          19.56,
          19.73,
          203.52,
          18.48,
          19.54,
          197.95,
          19.1,
          20.3,
          181.87,
          19.58,
          21.25,
          178.49,
          19.2,
          20.9,
          172.72,
          19.3,
          20.91,
          167.2,
          18.86,
          20.69,
          168.36,
          18.26,
          20.36,
          168.66,
          18.49,
          20.37,
          170.63,
          18.07,
          20.02,
          172.88,
          18.65,
          20.41,
          177,
          18.64,
          20.4,
          178.5,
          19.1,
          20.79,
          179.58,
          19.07,
          20.79,
          180,
          19.1,
          20.6,
          168.64,
          18.85,
          20.51,
          165.49,
          19.06,
          20.66,
          165.2,
          18.8,
          20.62,
          169,
          18.88,
          20.63,
          168.1,
          19.05,
          20.81,
          169.15,
          19.03,
          20.79,
          170.83,
          19.39,
          21.23,
          167.69,
          19.47,
          21.21,
          167.79,
          19.86,
          21.61,
          167,
          20.06,
          21.69,
          166.55,
          20.51,
          21.79,
          164.24,
          20.88,
          22.07,
          157.78,
          20,
          20.65,
          158.88,
          19.61,
          20.42,
          161,
          19.7,
          20.35,
          168.83,
          19.68,
          20.25,
          174,
          19.62,
          20.02,
          175.47,
          18.99,
          19.21,
          179,
          18.98,
          19.45,
          174.99,
          18.5,
          19.38,
          171,
          17.93,
          18,
          172.41,
          17.43,
          17.88,
          179.2,
          17.47,
          18.3,
          181.08,
          17.94,
          18.68,
          181,
          18.3,
          18.83,
          184.44,
          18.5,
          18.76,
          183.47,
          18,
          18.29,
          186.27,
          17.75,
          18.11,
          188.91,
          18.5,
          18.58,
          182.8,
          18.48,
          18.45,
          177.49,
          18.34,
          18.45,
          175.57,
          18.05,
          18.07,
          177,
          18.36,
          18.23,
          180.27,
          17.93,
          18,
          179.5,
          17.9,
          18,
          172.15,
          18,
          17.95,
          156.98,
          18.29,
          18.45,
          151.88,
          18.78,
          18.75,
          163.9,
          18.5,
          18.59,
          164.5,
          18,
          18.2,
          167.9,
          17.6,
          17.88,
          162.38,
          18.1,
          18.35,
          160,
          17.37,
          17.8,
          160.1,
          16.92,
          17.3,
          161.68,
          16.12,
          16.89,
          164.1,
          16.11,
          16.87,
          159.98,
          16.05,
          16.77,
          156,
          15.55,
          16.43,
          148.26,
          15.27,
          16.29,
          148.84,
          15.41,
          16.08,
          140.4,
          15.37,
          16.05,
          142.58,
          15.31,
          16.05,
          140.99,
          15.61,
          16.14,
          142,
          15.83,
          16.32,
          142.2,
          15.84,
          16.47,
          143.31,
          16.05,
          16.53,
          146.46,
          16.09,
          16.4,
          144.41,
          15.72,
          16.19,
          144.7,
          15.54,
          16.22,
          148.6,
          15.48,
          16.21,
          148.1,
          15.3,
          16.22,
          152.99,
          15.3,
          16.29,
          152.48,
          15.48,
          16.46,
          157.76,
          15.56,
          16.6,
          162,
          15.43,
          16.61,
          173,
          15.24,
          16.38,
          181.77,
          15.06,
          16.28,
          185.19,
          15.33,
          16.52,
          192.95,
          15.53,
          16.45,
          184.4,
          15.23,
          16.54,
          181.78,
          15.68,
          16.63,
          181.6,
          15.18,
          15.94,
          175.48,
          14.46,
          15.74,
          173.21,
          14.61,
          15.88,
          181.98,
          14.69,
          15.95,
          186.86,
          14.71,
          15.99,
          179.72,
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          155.5,
          17.68,
          204.9,
          17.95,
          158,
          17.6,
          212,
          17.85,
          160.5,
          18.43,
          208,
          18.68,
          165,
          20,
          237,
          19.6,
          172,
          20.24,
          264.44,
          19.68,
          178.08,
          20.2,
          259.3,
          19.64,
          176,
          20.47,
          255,
          19.96,
          177.22,
          20.78,
          255.06,
          19.94,
          177.21,
          21.3,
          258.88,
          20.31,
          178,
          20.63,
          266.11,
          19.71,
          182.47,
          20.41,
          255.01,
          19.7,
          181.09,
          20.54,
          261.01,
          20.12,
          180.18,
          20.89,
          256,
          20.31,
          170.63,
          21.02,
          256.8,
          20.11,
          167.34,
          21.2,
          272,
          20.58,
          175,
          22.5,
          261.02,
          21.17,
          179.3,
          21.85,
          256,
          21,
          177.11,
          21.09,
          257.37,
          20.4,
          191.55,
          21.76,
          260.01,
          20.65,
          192.18,
          22.52,
          269.52,
          20.75,
          196.5,
          22.35,
          268,
          19.9,
          195.3,
          22,
          266.32,
          19.46,
          192.04,
          22.48,
          267.99,
          20.13,
          186.66,
          23.06,
          254.77,
          20.45,
          182,
          22.68,
          253.01,
          20.18,
          179.19,
          22.72,
          268.09,
          19.9,
          177.99,
          22.25,
          261.63,
          19.78,
          180.94,
          22.01,
          254,
          19.83,
          176.49,
          22.39,
          249.5,
          20.04,
          172.53,
          23.02,
          240.01,
          20.78,
          171.01,
          23.01,
          235.16,
          20.73,
          170.13,
          22.8,
          240,
          20.85,
          173.35,
          23.12,
          232,
          21.2,
          170.5,
          24.15,
          231.3,
          21.98,
          171,
          24.18,
          232.09,
          21.9,
          170.8,
          23.95,
          240.28,
          21.96,
          174,
          23.93,
          233.13,
          22.03,
          173.3,
          23.8,
          245.02,
          22.02,
          163.69,
          23.68,
          241.99,
          22.02,
          163.74,
          23.38,
          245.25,
          22.2,
          165,
          23.5,
          262.02,
          22.47,
          166.24,
          23.91,
          264.18,
          22.69,
          165.8,
          24.16,
          262.18,
          22.97,
          166.45,
          24.52,
          272.27,
          22.91,
          164.1,
          24.5,
          272.5,
          23.25,
          164.01,
          23.45,
          263.12,
          21.52,
          160.15,
          23.19,
          258.58,
          21.37,
          155.11,
          23.03,
          256.3,
          21.17,
          158.3,
          23.27,
          264.51,
          21.17,
          171.22,
          23.52,
          263.55,
          21.23,
          171.68,
          23.4,
          261.21,
          22.39,
          173.1,
          22.95,
          233.09,
          22.54,
          174.59,
          22.6,
          233,
          22.33,
          167.8,
          22.84,
          226,
          22.48,
          171.2,
          22.88,
          220.38,
          22.25,
          170.3,
          23.06,
          205,
          21.88,
          171.5,
          23.02,
          211.52,
          21.84,
          171.11,
          23.39,
          213.39,
          22.4,
          171.7,
          23.1,
          223.5,
          21.55,
          175.53,
          23.01,
          226.37,
          21.55,
          177,
          23.11,
          216,
          21.5,
          177.32,
          22.78,
          219.5,
          21.17,
          176.6,
          22.86,
          210.88,
          21.44,
          175.09,
          22.9,
          213.99,
          21.49,
          172.93,
          23.07,
          220,
          21.4,
          175.6,
          22.78,
          211.36,
          21.4,
          187.21,
          22.29,
          203.88,
          21.37,
          181.06,
          20.92,
          201.88,
          20.94,
          180,
          19.91,
          192.35,
          20.47,
          169.23,
          19.81,
          188.4,
          20.56,
          169.02,
          20.08,
          189.29,
          20.45,
          172.84,
          20.42,
          195.21,
          21.63,
          167.4,
          20.59,
          190.65,
          22.3,
          164.4,
          20.63,
          191.21,
          22.72,
          160.23,
          21.08,
          204.38,
          23.12,
          161.37,
          21.33,
          193.13,
          23.05,
          157.22,
          21.31,
          188.49,
          23.06,
          155.51,
          21.51,
          175.07,
          23.37,
          160,
          21.36,
          170.13,
          23.11,
          161.01,
          21.5,
          164,
          23.88,
          158.2,
          21.6,
          166.7,
          23.22,
          154.89,
          21.21,
          166,
          23.01,
          159.22,
          21.2,
          160.01,
          22.83,
          157.14,
          20.76,
          170.02,
          22.72,
          157.11,
          20.4,
          157.21,
          22.59,
          152.65,
          20.45,
          22.5,
          153.4,
          20.96,
          23.08,
          154.5,
          20.53,
          23.34,
          146.6,
          20.37,
          23.06,
          153.2,
          21,
          23.7,
          161.51,
          20.9,
          23.83,
          158.99,
          21.27,
          24.12,
          158.1,
          21.11,
          23.9,
          156.99,
          21.2,
          23.76,
          168,
          20.56,
          23.28,
          169.99,
          20.28,
          22.66,
          168.2,
          20.58,
          23.05,
          166,
          21.48,
          23.72,
          169.99,
          21.86,
          24.15,
          168,
          22.65,
          25.02,
          173.6,
          21.46,
          24.97,
          177.41,
          21.26,
          24.33,
          173.09,
          21.18,
          24.68,
          167.33,
          21.21,
          24.39,
          165.69,
          21.68,
          25.71,
          170,
          21.56,
          25.51,
          172.3,
          21.82,
          25.81,
          176.52,
          22.26,
          25.58,
          178.29,
          23.57,
          26.53,
          177.47,
          23.48,
          26.9,
          189.3,
          23.38,
          25.67,
          205.19,
          24.17,
          26.01,
          196.07,
          24.1,
          25.34,
          191.1,
          24.27,
          24.8,
          194,
          24.04,
          24.34,
          192.53,
          23.38,
          23.41,
          189.5,
          22.91,
          23.35,
          178.78,
          22.7,
          22.72,
          183.32,
          22.71,
          22.79,
          182.36,
          22.45,
          22.59,
          180.02,
          22.31,
          22.96,
          179.5,
          22.3,
          22.72,
          181.1,
          21.43,
          22.26,
          188.01,
          21.51,
          22.41,
          191.15,
          22.15,
          23.22,
          188.99,
          22.12,
          23.08,
          184.11,
          22.05,
          23.45,
          184.1,
          21.2,
          22.61,
          183.89,
          20.82,
          22.28,
          185.22,
          19.95,
          21.13,
          192,
          20.4,
          20.68,
          198.15,
          20.18,
          20.45,
          191.99,
          20,
          20.46,
          201.31,
          19.31,
          19.98,
          199,
          19.23,
          19.7,
          197.45,
          18,
          18.85,
          192,
          17.8,
          18.64,
          178.1,
          18.44,
          19.56,
          177.01,
          19.02,
          20.62,
          170.5,
          18.72,
          20.45,
          165.05,
          18.7,
          20.52,
          160.2,
          17.96,
          20,
          162.2,
          17.8,
          19.68,
          162,
          18.05,
          19.9,
          162.52,
          17.79,
          19.47,
          168.01,
          17.88,
          19.74,
          169.87,
          18.03,
          19.95,
          174.68,
          18.23,
          20.18,
          175.03,
          18.6,
          19.94,
          167,
          18.58,
          20.1,
          164.43,
          18.15,
          19.61,
          162.58,
          18.5,
          20.23,
          161.52,
          18.22,
          20.03,
          161,
          18.45,
          20.09,
          161.7,
          18.68,
          20.4,
          164.55,
          18.53,
          20.2,
          162.7,
          18.68,
          20.14,
          164.35,
          18.97,
          20.7,
          164.6,
          19.17,
          21.05,
          160.81,
          19.52,
          21.02,
          160.71,
          19.4,
          21,
          155.56,
          19.59,
          20.89,
          151.67,
          19.38,
          20.27,
          155.37,
          19.03,
          19.8,
          152.51,
          19.05,
          19.66,
          159.55,
          19.17,
          19.83,
          165.2,
          18.8,
          18.98,
          167.9,
          18.52,
          18.79,
          172,
          18.3,
          19.05,
          165.01,
          17.75,
          18.01,
          165.98,
          17.25,
          17.62,
          167.01,
          16.9,
          17.6,
          169.22,
          16.69,
          17.66,
          173.24,
          17.45,
          18.45,
          175.8,
          17.6,
          18.42,
          176.5,
          17.93,
          18.26,
          176,
          17.54,
          17.91,
          176.56,
          17.22,
          17.69,
          176.5,
          17.54,
          18.09,
          177.01,
          17.96,
          18.05,
          172.8,
          17.7,
          17.88,
          171.17,
          17.33,
          17.59,
          173.25,
          17.6,
          17.61,
          172.02,
          17.35,
          17.33,
          172.15,
          17.29,
          17.43,
          162.25,
          17.5,
          17.6,
          150.09,
          17.45,
          17.7,
          146.5,
          17.53,
          18.1,
          150,
          17.3,
          18.02,
          159.8,
          17.33,
          17.67,
          161.01,
          17.25,
          17.52,
          156.24,
          17.3,
          17.64,
          155.5,
          16.54,
          16.99,
          156.75,
          16.15,
          16.66,
          156.21,
          15.8,
          16.63,
          157.01,
          15.77,
          16.61,
          152.27,
          15.21,
          16.17,
          142.99,
          15.13,
          16.16,
          141.52,
          14.8,
          16,
          138.44,
          14.76,
          15.9,
          136.1,
          14.98,
          15.92,
          135.8,
          15.11,
          15.9,
          138.11,
          15.12,
          15.93,
          137.16,
          15.51,
          16.13,
          138.22,
          15.39,
          16.22,
          138.68,
          15.71,
          16.33,
          140.6,
          15.52,
          15.94,
          140.11,
          15.4,
          15.97,
          139.22,
          15.21,
          16.05,
          143.13,
          15.15,
          16.01,
          138.2,
          14.92,
          16.03,
          140.5,
          14.82,
          16.06,
          148,
          15.2,
          16.19,
          150,
          15.13,
          16.3,
          149.77,
          15,
          16.3,
          161,
          14.83,
          16.09,
          170.2,
          14.6,
          16.05,
          176,
          14.84,
          16.21,
          180.11,
          15.01,
          16.15,
          178.18,
          14.88,
          16.07,
          177.26,
          14.99,
          16.16,
          172.79,
          14.26,
          15.62,
          169.7,
          14.11,
          15.6,
          163.77,
          14.28,
          15.69,
          170.29,
          14.46,
          15.81,
          177.2,
          14.41,
          15.83,
          172.6,
          14.32,
          15.86,
          172,
          14.53,
          15.81,
          169.02,
          14.96,
          16.02,
          173.28,
          14.91,
          16.16,
          176.22,
          14.55,
          16.09,
          174.53,
          14.06,
          15.87,
          173.22,
          14.14,
          15.91,
          173.88,
          14.15,
          15.81,
          169.5,
          13.97,
          15.79,
          177,
          13.62,
          15.65,
          180.1,
          13.62,
          15.67,
          178.58,
          13.65,
          15.74,
          185.15,
          13.62,
          15.85,
          181.03,
          13.48,
          15.77,
          180.55,
          13.43,
          15.65,
          185.01,
          13.25,
          15.57,
          179.51,
          13.37,
          15.65,
          176.76,
          13.21,
          15.55,
          171.5,
          13.18,
          15.53,
          165.7,
          13.1,
          15.5,
          162,
          13.42,
          15.6,
          164,
          13.81,
          15.9,
          168.7,
          14.27,
          16.23,
          168,
          14.4,
          16.27,
          158.11,
          14.1,
          16.06,
          151.2,
          13.95,
          15.97,
          153.9,
          14.12,
          16.1,
          156.49,
          14.23,
          16.23,
          166,
          14.55,
          17.18,
          162.46,
          14.5,
          17.34,
          171.1,
          14.76,
          17.52,
          168.1,
          15.31,
          18.25,
          162.58,
          15.23,
          18.28,
          163.3,
          15.03,
          18.3,
          161,
          14.59,
          17.18,
          161.51,
          13.56,
          16.57,
          168.61,
          12.97,
          16.06,
          175,
          12.74,
          15.77,
          177.11,
          12.72,
          15.73,
          174.83,
          12.71,
          15.73,
          171.6,
          12.6,
          15.64,
          170.2,
          12.52,
          15.58,
          166.84,
          12.62,
          15.66,
          165.78,
          12.61,
          15.65,
          168.15,
          12.59,
          15.55,
          166.66,
          12.76,
          15.68,
          167.5,
          12.86,
          15.69,
          163.5,
          12.8,
          15.63,
          160.88,
          12.87,
          15.66,
          155.01,
          13,
          15.77,
          158.13,
          13.4,
          16,
          154.56,
          13.53,
          16.11,
          153.12,
          13.58,
          16.13,
          150.6,
          13.43,
          16.13,
          159.6,
          13.41,
          16.23,
          157,
          13.5,
          16.33,
          154.98,
          13.28,
          16.2,
          152.9,
          13.08,
          16.11,
          159.13,
          12.92,
          15.97,
          152.42,
          12.81,
          15.98,
          150.49,
          12.96,
          15.85,
          159.31,
          12.94,
          15.8,
          153.22,
          12.76,
          15.68,
          146.5,
          12.92,
          15.75,
          147.04,
          13.36,
          16.09,
          145.03,
          13.27,
          16.03,
          149.84,
          13.27,
          16.09,
          161,
          13.12,
          15.93,
          152,
          13.14,
          16.01,
          151.77,
          13.22,
          15.99,
          150.03,
          13.53,
          16.13,
          144,
          13.72,
          16.21,
          138.58,
          13.9,
          16.35,
          138.81,
          13.68,
          16.21,
          135.98,
          13.6,
          16.14,
          133.1,
          13.61,
          16.18,
          127.11,
          13.88,
          16.53,
          127.5,
          13.45,
          15.98,
          130.41,
          13.27,
          15.87,
          128.38,
          13.25,
          15.69,
          127.28,
          13.11,
          15.57,
          127.81,
          13.11,
          15.68,
          128.45,
          13.16,
          15.68,
          127.58,
          13.3,
          15.77,
          126.37,
          12.77,
          15.85,
          127,
          12.65,
          15.93,
          122.6,
          12.54,
          15.85,
          116.31,
          12.78,
          15.98,
          117.5,
          12.57,
          15.92,
          116.2,
          12.47,
          15.89,
          115.15,
          12.65,
          15.98,
          117.66,
          12.72,
          16.01,
          119.5,
          12.72,
          16,
          119,
          12.81,
          16.16,
          118.21,
          12.55,
          15.9,
          113.71,
          12.66,
          15.85,
          110.18,
          12.82,
          15.91,
          114.11,
          12.78,
          15.9,
          111.21,
          12.76,
          16,
          107.52,
          13.08,
          16.21,
          110.5,
          12.72,
          15.72,
          110.3,
          12.7,
          15.6,
          109.1,
          12.27,
          15.22,
          105.61,
          11.93,
          14.96,
          100.22,
          12.26,
          15.08,
          103.8,
          11.91,
          14.93,
          99.98,
          12.65,
          15.67,
          102.61,
          13.13,
          15.92,
          96.17,
          13.75,
          16.16,
          99.2,
          13.9,
          16.47,
          102.5,
          14.53,
          17.14,
          107.77,
          14.62,
          17.34,
          111.21,
          14.38,
          17.29,
          106.58,
          14.42,
          17.33,
          106.68,
          15.02,
          17.9,
          112.78,
          14.73,
          17.73,
          110.1,
          14.51,
          17.53,
          112.41,
          14.63,
          17.61,
          115.25,
          14.46,
          17.31,
          112.1,
          14.46,
          17.24,
          108.91,
          14.89,
          17.71,
          113.3,
          14.7,
          17.5,
          113.53,
          14.78,
          17.55,
          114.01,
          15.15,
          17.83,
          115.7,
          15.45,
          18.01,
          116.55,
          15.1,
          17.85,
          114.8,
          15.08,
          17.81,
          112.03,
          15.01,
          17.85,
          108.06,
          14.93,
          17.67,
          107.5,
          14.7,
          17.51,
          107.73,
          14.61,
          17.54,
          106.41,
          14.6,
          17.56,
          106.59,
          14.56,
          17.59,
          104.4,
          14.3,
          17.43,
          102.52,
          14.41,
          17.39,
          99.2,
          14.51,
          17.45,
          97.8,
          14.32,
          17.36,
          98.18,
          14.02,
          17.18,
          94.4,
          13.99,
          16.8,
          94.5,
          15.39,
          18.51,
          103.26,
          15.71,
          18.93,
          104.01,
          15.93,
          19.02,
          107,
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       "            Plotly.purge(gd);\n",
       "            observer.disconnect();\n",
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      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from plotly.subplots import make_subplots\n",
    "import plotly.graph_objs as go\n",
    "# Construct a 2 x 1 Plotly figure\n",
    "fig = make_subplots(rows=2, cols=1)\n",
    "trade_date = data['trade_date'].apply(lambda x: pd.to_datetime(str(x), format='%Y%m%d'))\n",
    "# price Line\n",
    "fig.append_trace(\n",
    "    go.Scatter(\n",
    "        x=trade_date,\n",
    "        y=data['open'],\n",
    "        line=dict(color='#ff9900', width=1),\n",
    "        name='open',\n",
    "        # showlegend=False,\n",
    "        legendgroup='1',\n",
    "    ), row=1, col=1\n",
    ")\n",
    "# Candlestick chart for pricing\n",
    "fig.append_trace(\n",
    "    go.Candlestick(\n",
    "        x=trade_date,\n",
    "        open=df['open'],\n",
    "        high=df['high'],\n",
    "        low=df['low'],\n",
    "        close=df['close'],\n",
    "        increasing_line_color='#ff9900',\n",
    "        decreasing_line_color='black',\n",
    "        showlegend=False\n",
    "    ), row=1, col=1\n",
    ")\n",
    "# Fast Signal (%k)\n",
    "fig.append_trace(\n",
    "    go.Scatter(\n",
    "        x=trade_date,\n",
    "        y=data['MACD_12_26_9'],\n",
    "        line=dict(color='#ff9900', width=2),\n",
    "        name='macd',\n",
    "        # showlegend=False,\n",
    "        legendgroup='2',\n",
    "    ), row=2, col=1\n",
    ")\n",
    "# Slow signal (%d)\n",
    "fig.append_trace(\n",
    "    go.Scatter(\n",
    "        x=trade_date,\n",
    "        y=data['MACDs_12_26_9'],\n",
    "        line=dict(color='#000000', width=2),\n",
    "        # showlegend=False,\n",
    "        legendgroup='2',\n",
    "        name='signal'\n",
    "    ), row=2, col=1\n",
    ")\n",
    "# Colorize the histogram values\n",
    "colors = np.where(data['MACDh_12_26_9'] < 0, '#000', '#ff9900')\n",
    "# Plot the histogram\n",
    "fig.append_trace(\n",
    "    go.Bar(\n",
    "        x=trade_date,\n",
    "        y=data['MACDh_12_26_9'],\n",
    "        name='histogram',\n",
    "        marker_color=colors,\n",
    "    ), row=2, col=1\n",
    ")\n",
    "# Make it pretty\n",
    "layout = go.Layout(\n",
    "    plot_bgcolor='#efefef',\n",
    "    # Font Families\n",
    "    font_family='Monospace',\n",
    "    font_color='#000000',\n",
    "    font_size=20,\n",
    "    xaxis=dict(\n",
    "        rangeslider=dict(\n",
    "            visible=False\n",
    "        )\n",
    "    )\n",
    ")\n",
    "# Update options and show plot\n",
    "fig.update_layout(layout)\n",
    "fig.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "id": "fca2421d",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x12a5f5760>"
      ]
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1400x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "dif,dea,bar=data.MACD_12_26_9,data.MACDs_12_26_9,data.MACDh_12_26_9\n",
    "kl_index=trade_date\n",
    "plt.figure(figsize=(14,7))\n",
    "#plt.plot(kl_index,data.open ,label='open')\n",
    "plt.plot(kl_index,dif)\n",
    "plt.plot(kl_index,dea)\n",
    "bar_red=np.where(bar>0,bar,0)\n",
    "bar_green=np.where(bar<0,bar,0)\n",
    "plt.bar(kl_index,bar_red, facecolor='r')\n",
    "plt.bar(kl_index,bar_green, facecolor='g')\n",
    "plt.legend(['macd dif','singal dea','hist bar','hist bar'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "id": "64adb3da",
   "metadata": {
    "scrolled": true,
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([<Axes: xlabel='Date'>, <Axes: xlabel='Date'>,\n",
       "       <Axes: xlabel='Date'>], dtype=object)"
      ]
     },
     "execution_count": 73,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1800x900 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "atr14=ta.atr(data.high,data.low,data.close)\n",
    "\n",
    "atr21=ta.atr(data.high,data.low,data.close,length=21)\n",
    "atr14\n",
    "#df.index=trade_date\n",
    "#df.plot(subplots=True, figsize=(18, 9), grid=True, xlabel=\"Date\")\n",
    "pd.DataFrame({'close':data.close, 'art14':atr14, 'atr21':atr21}).set_index(trade_date).plot(\n",
    "    subplots=True, figsize=(18, 9), grid=True, xlabel=\"Date\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "id": "984616c3",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ts_code</th>\n",
       "      <th>symbol</th>\n",
       "      <th>name</th>\n",
       "      <th>area</th>\n",
       "      <th>industry</th>\n",
       "      <th>market</th>\n",
       "      <th>exchange</th>\n",
       "      <th>list_status</th>\n",
       "      <th>list_date</th>\n",
       "      <th>delist_date</th>\n",
       "      <th>is_hs</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>000001.SZ</td>\n",
       "      <td>000001</td>\n",
       "      <td>平安银行</td>\n",
       "      <td>深圳</td>\n",
       "      <td>银行</td>\n",
       "      <td>主板</td>\n",
       "      <td>SZSE</td>\n",
       "      <td>L</td>\n",
       "      <td>19910403</td>\n",
       "      <td>None</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>000002.SZ</td>\n",
       "      <td>000002</td>\n",
       "      <td>万科A</td>\n",
       "      <td>深圳</td>\n",
       "      <td>全国地产</td>\n",
       "      <td>主板</td>\n",
       "      <td>SZSE</td>\n",
       "      <td>L</td>\n",
       "      <td>19910129</td>\n",
       "      <td>None</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>000004.SZ</td>\n",
       "      <td>000004</td>\n",
       "      <td>ST国华</td>\n",
       "      <td>深圳</td>\n",
       "      <td>软件服务</td>\n",
       "      <td>主板</td>\n",
       "      <td>SZSE</td>\n",
       "      <td>L</td>\n",
       "      <td>19910114</td>\n",
       "      <td>None</td>\n",
       "      <td>N</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>000005.SZ</td>\n",
       "      <td>000005</td>\n",
       "      <td>ST星源</td>\n",
       "      <td>深圳</td>\n",
       "      <td>环境保护</td>\n",
       "      <td>主板</td>\n",
       "      <td>SZSE</td>\n",
       "      <td>L</td>\n",
       "      <td>19901210</td>\n",
       "      <td>None</td>\n",
       "      <td>N</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>000006.SZ</td>\n",
       "      <td>000006</td>\n",
       "      <td>深振业A</td>\n",
       "      <td>深圳</td>\n",
       "      <td>区域地产</td>\n",
       "      <td>主板</td>\n",
       "      <td>SZSE</td>\n",
       "      <td>L</td>\n",
       "      <td>19920427</td>\n",
       "      <td>None</td>\n",
       "      <td>N</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5111</th>\n",
       "      <td>873223.BJ</td>\n",
       "      <td>873223</td>\n",
       "      <td>荣亿精密</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>北交所</td>\n",
       "      <td>BSE</td>\n",
       "      <td>L</td>\n",
       "      <td>20220609</td>\n",
       "      <td>None</td>\n",
       "      <td>N</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5112</th>\n",
       "      <td>873305.BJ</td>\n",
       "      <td>873305</td>\n",
       "      <td>九菱科技</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>北交所</td>\n",
       "      <td>BSE</td>\n",
       "      <td>L</td>\n",
       "      <td>20221221</td>\n",
       "      <td>None</td>\n",
       "      <td>N</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5113</th>\n",
       "      <td>873339.BJ</td>\n",
       "      <td>873339</td>\n",
       "      <td>恒太照明</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>北交所</td>\n",
       "      <td>BSE</td>\n",
       "      <td>L</td>\n",
       "      <td>20221117</td>\n",
       "      <td>None</td>\n",
       "      <td>N</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5114</th>\n",
       "      <td>873527.BJ</td>\n",
       "      <td>873527</td>\n",
       "      <td>夜光明</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>北交所</td>\n",
       "      <td>BSE</td>\n",
       "      <td>L</td>\n",
       "      <td>20221027</td>\n",
       "      <td>None</td>\n",
       "      <td>N</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5115</th>\n",
       "      <td>689009.SH</td>\n",
       "      <td>689009</td>\n",
       "      <td>九号公司-WD</td>\n",
       "      <td>北京</td>\n",
       "      <td>摩托车</td>\n",
       "      <td>CDR</td>\n",
       "      <td>SSE</td>\n",
       "      <td>L</td>\n",
       "      <td>20201029</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5116 rows × 11 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        ts_code  symbol     name  area industry market exchange list_status  \\\n",
       "0     000001.SZ  000001     平安银行    深圳       银行     主板     SZSE           L   \n",
       "1     000002.SZ  000002      万科A    深圳     全国地产     主板     SZSE           L   \n",
       "2     000004.SZ  000004     ST国华    深圳     软件服务     主板     SZSE           L   \n",
       "3     000005.SZ  000005     ST星源    深圳     环境保护     主板     SZSE           L   \n",
       "4     000006.SZ  000006     深振业A    深圳     区域地产     主板     SZSE           L   \n",
       "...         ...     ...      ...   ...      ...    ...      ...         ...   \n",
       "5111  873223.BJ  873223     荣亿精密  None     None    北交所      BSE           L   \n",
       "5112  873305.BJ  873305     九菱科技  None     None    北交所      BSE           L   \n",
       "5113  873339.BJ  873339     恒太照明  None     None    北交所      BSE           L   \n",
       "5114  873527.BJ  873527      夜光明  None     None    北交所      BSE           L   \n",
       "5115  689009.SH  689009  九号公司-WD    北京      摩托车    CDR      SSE           L   \n",
       "\n",
       "     list_date delist_date is_hs  \n",
       "0     19910403        None     S  \n",
       "1     19910129        None     S  \n",
       "2     19910114        None     N  \n",
       "3     19901210        None     N  \n",
       "4     19920427        None     N  \n",
       "...        ...         ...   ...  \n",
       "5111  20220609        None     N  \n",
       "5112  20221221        None     N  \n",
       "5113  20221117        None     N  \n",
       "5114  20221027        None     N  \n",
       "5115  20201029        None  None  \n",
       "\n",
       "[5116 rows x 11 columns]"
      ]
     },
     "execution_count": 74,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = pro.query('stock_basic', exchange='', list_status='L', fields='ts_code,exchange,market,symbol,name,area,industry,list_date,list_status,delist_date,is_hs')\n",
    "data.to_sql('stock_basic', engine, if_exists='replace', index=False)\n",
    "data"
   ]
  }
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